Informe EDA - Dataset Original

Dataset statistics

Number of variables	22
Number of observations	244947
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	41
Duplicate rows (%)	< 0.1%
Total size in memory	180.5 MiB
Average record size in memory	772.5 B

Variable types

Numeric	8
Text	12
Categorical	2

Alerts

`YEAR` has constant value "2021"	Constant
Dataset has 41 (< 0.1%) duplicate rows	Duplicates
`MONTH` is highly overall correlated with `QUARTER`	High correlation
`QUARTER` is highly overall correlated with `MONTH`	High correlation
`FREIGHT` is highly skewed (γ1 = 22.95952665)	Skewed
`MAIL` is highly skewed (γ1 = 26.24627126)	Skewed
`PASSENGERS` has 47870 (19.5%) zeros	Zeros
`FREIGHT` has 148788 (60.7%) zeros	Zeros
`MAIL` has 214977 (87.8%) zeros	Zeros

Reproduction

Analysis started	2025-02-08 07:54:19.535969
Analysis finished	2025-02-08 07:54:34.516328
Duration	14.98 seconds
Software version	ydata-profiling vv4.12.2
Download configuration	config.json

PASSENGERS
Real number (ℝ)

Zeros

Distinct	20430
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2482.9532

Minimum	0
Maximum	80604
Zeros	47870
Zeros (%)	19.5%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	188
Q3	2725
95-th percentile	11841
Maximum	80604
Range	80604
Interquartile range (IQR)	2722

Descriptive statistics

Standard deviation	5352.7128
Coefficient of variation (CV)	2.1557848
Kurtosis	26.93965
Mean	2482.9532
Median Absolute Deviation (MAD)	188
Skewness	4.4084815
Sum	6.0819193 × 10⁸
Variance	28651534
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47870	19.5%
2	5254	2.1%
1	5159	2.1%
3	3437	1.4%
4	3262	1.3%
5	2501	1.0%
6	2275	0.9%
7	1797	0.7%
8	1716	0.7%
9	1466	0.6%
Other values (20420)	170210	69.5%

Value	Count	Frequency (%)
0	47870	19.5%
1	5159	2.1%
2	5254	2.1%
3	3437	1.4%
4	3262	1.3%
5	2501	1.0%
6	2275	0.9%
7	1797	0.7%
8	1716	0.7%
9	1466	0.6%

Value	Count	Frequency (%)
80604	1	< 0.1%
77656	1	< 0.1%
77550	1	< 0.1%
77370	1	< 0.1%
77227	1	< 0.1%
74310	1	< 0.1%
72508	1	< 0.1%
72477	1	< 0.1%
71996	1	< 0.1%
71872	1	< 0.1%

FREIGHT
Real number (ℝ)

Skewed Zeros

Distinct	46559
Distinct (%)	19.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	119959.35

Minimum	0
Maximum	56068249
Zeros	148788
Zeros (%)	60.7%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2108.5
95-th percentile	537720.8
Maximum	56068249
Range	56068249
Interquartile range (IQR)	2108.5

Descriptive statistics

Standard deviation	754374.32
Coefficient of variation (CV)	6.2885827
Kurtosis	1128.5976
Mean	119959.35
Median Absolute Deviation (MAD)	0
Skewness	22.959527
Sum	2.9383684 × 10¹⁰
Variance	5.6908062 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	148788	60.7%
1	653	0.3%
2	444	0.2%
3	399	0.2%
5	311	0.1%
6	223	0.1%
4	222	0.1%
50	194	0.1%
10	188	0.1%
100	188	0.1%
Other values (46549)	93337	38.1%

Value	Count	Frequency (%)
0	148788	60.7%
1	653	0.3%
2	444	0.2%
3	399	0.2%
4	222	0.1%
5	311	0.1%
6	223	0.1%
7	166	0.1%
8	148	0.1%
9	137	0.1%

Value	Count	Frequency (%)
56068249	1	< 0.1%
55112371	1	< 0.1%
53886122	1	< 0.1%
53080707	1	< 0.1%
51587379	1	< 0.1%
50982983	1	< 0.1%
50432730	1	< 0.1%
50167937	1	< 0.1%
49904536	1	< 0.1%
48044236	1	< 0.1%

MAIL
Real number (ℝ)

Skewed Zeros

Distinct	18190
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5499.439

Minimum	0
Maximum	5476382
Zeros	214977
Zeros (%)	87.8%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	11930.5
Maximum	5476382
Range	5476382
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	52049.665
Coefficient of variation (CV)	9.4645409
Kurtosis	1198.5057
Mean	5499.439
Median Absolute Deviation (MAD)	0
Skewness	26.246271
Sum	1.3470711 × 10⁹
Variance	2.7091676 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	214977	87.8%
1	76	< 0.1%
2	68	< 0.1%
3	60	< 0.1%
4	53	< 0.1%
8	52	< 0.1%
5	52	< 0.1%
6	49	< 0.1%
10	48	< 0.1%
18	42	< 0.1%
Other values (18180)	29470	12.0%

Value	Count	Frequency (%)
0	214977	87.8%
1	76	< 0.1%
2	68	< 0.1%
3	60	< 0.1%
4	53	< 0.1%
5	52	< 0.1%
6	49	< 0.1%
7	33	< 0.1%
8	52	< 0.1%
9	34	< 0.1%

Value	Count	Frequency (%)
5476382	1	< 0.1%
2838883	1	< 0.1%
2663075	1	< 0.1%
2648413	1	< 0.1%
2552068	1	< 0.1%
2550722	1	< 0.1%
2522643	1	< 0.1%
2508432	1	< 0.1%
2491430	1	< 0.1%
2474812	1	< 0.1%

DISTANCE
Real number (ℝ)

Distinct	2762
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	824.84629

Minimum	0
Maximum	7607
Zeros	1478
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	67
Q1	311
median	667
Q3	1119
95-th percentile	2286
Maximum	7607
Range	7607
Interquartile range (IQR)	808

Descriptive statistics

Standard deviation	677.3339
Coefficient of variation (CV)	0.82116379
Kurtosis	2.9684409
Mean	824.84629
Median Absolute Deviation (MAD)	390
Skewness	1.4111487
Sum	2.0204362 × 10⁸
Variance	458781.22
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1478	0.6%
95	672	0.3%
588	657	0.3%
337	612	0.2%
296	585	0.2%
335	559	0.2%
594	531	0.2%
861	485	0.2%
84	481	0.2%
192	476	0.2%
Other values (2752)	238411	97.3%

Value	Count	Frequency (%)
0	1478	0.6%
2	4	< 0.1%
3	38	< 0.1%
4	16	< 0.1%
5	23	< 0.1%
6	98	< 0.1%
7	172	0.1%
8	161	0.1%
9	107	< 0.1%
10	96	< 0.1%

Value	Count	Frequency (%)
7607	1	< 0.1%
7360	2	< 0.1%
7349	1	< 0.1%
7264	1	< 0.1%
7247	1	< 0.1%
7236	1	< 0.1%
6089	13	< 0.1%
6078	1	< 0.1%
5826	1	< 0.1%
5815	5	< 0.1%

UNIQUE_CARRIER
Text

Distinct	112
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.9 MiB

Length

Max length	3
Median length	2
Mean length	2.1222305
Min length	2

Characters and Unicode

Total characters	519834
Distinct characters	36
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	5X
2nd row	5X
3rd row	5X
4th row	5X
5th row	5X

Value	Count	Frequency (%)
wn	42763	17.5%
oo	14106	5.8%
dl	11670	4.8%
g4	11129	4.5%
fx	10983	4.5%
ua	9455	3.9%
09q	8811	3.6%
aa	8777	3.6%
5x	8138	3.3%
yx	8109	3.3%
Other values (102)	111006	45.3%

Most occurring characters

Value	Count	Frequency (%)
N	50299	9.7%
W	45586	8.8%
A	38360	7.4%
Q	35254	6.8%
O	34596	6.7%
X	32312	6.2%
F	28482	5.5%
9	22194	4.3%
Y	18938	3.6%
L	16467	3.2%
Other values (26)	197346	38.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	519834	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	50299	9.7%
W	45586	8.8%
A	38360	7.4%
Q	35254	6.8%
O	34596	6.7%
X	32312	6.2%
F	28482	5.5%
9	22194	4.3%
Y	18938	3.6%
L	16467	3.2%
Other values (26)	197346	38.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	519834	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	50299	9.7%
W	45586	8.8%
A	38360	7.4%
Q	35254	6.8%
O	34596	6.7%
X	32312	6.2%
F	28482	5.5%
9	22194	4.3%
Y	18938	3.6%
L	16467	3.2%
Other values (26)	197346	38.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	519834	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	50299	9.7%
W	45586	8.8%
A	38360	7.4%
Q	35254	6.8%
O	34596	6.7%
X	32312	6.2%
F	28482	5.5%
9	22194	4.3%
Y	18938	3.6%
L	16467	3.2%
Other values (26)	197346	38.0%

UNIQUE_CARRIER_NAME
Text

Distinct	112
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.0 MiB

Length

Max length	80
Median length	67
Mean length	23.802786
Min length	8

Characters and Unicode

Total characters	5830421
Distinct characters	59
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	United Parcel Service
2nd row	United Parcel Service
3rd row	United Parcel Service
4th row	United Parcel Service
5th row	United Parcel Service

Value	Count	Frequency (%)
airlines	107443	12.0%
air	107012	12.0%
inc	96383	10.8%
d/b/a	46180	5.2%
southwest	42763	4.8%
co	42763	4.8%
lines	35122	3.9%
united	19323	2.2%
llc	17685	2.0%
eastern	17658	2.0%
Other values (183)	363158	40.6%

Most occurring characters

Value	Count	Frequency (%)
	670631	11.5%
i	552891	9.5%
e	485017	8.3%
r	442791	7.6%
n	418292	7.2%
t	306735	5.3%
s	302915	5.2%
A	290202	5.0%
a	249338	4.3%
l	222187	3.8%
Other values (49)	1889422	32.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5830421	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	670631	11.5%
i	552891	9.5%
e	485017	8.3%
r	442791	7.6%
n	418292	7.2%
t	306735	5.3%
s	302915	5.2%
A	290202	5.0%
a	249338	4.3%
l	222187	3.8%
Other values (49)	1889422	32.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5830421	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	670631	11.5%
i	552891	9.5%
e	485017	8.3%
r	442791	7.6%
n	418292	7.2%
t	306735	5.3%
s	302915	5.2%
A	290202	5.0%
a	249338	4.3%
l	222187	3.8%
Other values (49)	1889422	32.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5830421	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	670631	11.5%
i	552891	9.5%
e	485017	8.3%
r	442791	7.6%
n	418292	7.2%
t	306735	5.3%
s	302915	5.2%
A	290202	5.0%
a	249338	4.3%
l	222187	3.8%
Other values (49)	1889422	32.4%

CARRIER
Text

Distinct	112
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.9 MiB

Length

Max length	3
Median length	2
Mean length	2.1222305
Min length	2

Characters and Unicode

Total characters	519834
Distinct characters	36
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	5X
2nd row	5X
3rd row	5X
4th row	5X
5th row	5X

Value	Count	Frequency (%)
wn	42763	17.5%
oo	14106	5.8%
dl	11670	4.8%
g4	11129	4.5%
fx	10983	4.5%
ua	9455	3.9%
09q	8811	3.6%
aa	8777	3.6%
5x	8138	3.3%
yx	8109	3.3%
Other values (102)	111006	45.3%

Most occurring characters

Value	Count	Frequency (%)
N	50299	9.7%
W	45586	8.8%
A	38360	7.4%
Q	35254	6.8%
O	34596	6.7%
X	32312	6.2%
F	28482	5.5%
9	22194	4.3%
Y	18938	3.6%
L	16467	3.2%
Other values (26)	197346	38.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	519834	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	50299	9.7%
W	45586	8.8%
A	38360	7.4%
Q	35254	6.8%
O	34596	6.7%
X	32312	6.2%
F	28482	5.5%
9	22194	4.3%
Y	18938	3.6%
L	16467	3.2%
Other values (26)	197346	38.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	519834	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	50299	9.7%
W	45586	8.8%
A	38360	7.4%
Q	35254	6.8%
O	34596	6.7%
X	32312	6.2%
F	28482	5.5%
9	22194	4.3%
Y	18938	3.6%
L	16467	3.2%
Other values (26)	197346	38.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	519834	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	50299	9.7%
W	45586	8.8%
A	38360	7.4%
Q	35254	6.8%
O	34596	6.7%
X	32312	6.2%
F	28482	5.5%
9	22194	4.3%
Y	18938	3.6%
L	16467	3.2%
Other values (26)	197346	38.0%

CARRIER_NAME
Text

Distinct	114
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.0 MiB

Length

Max length	80
Median length	67
Mean length	23.81665
Min length	8

Characters and Unicode

Total characters	5833817
Distinct characters	59
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	United Parcel Service
2nd row	United Parcel Service
3rd row	United Parcel Service
4th row	United Parcel Service
5th row	United Parcel Service

Value	Count	Frequency (%)
airlines	107819	12.0%
air	107012	11.9%
inc	96383	10.8%
d/b/a	46988	5.2%
southwest	42763	4.8%
co	42763	4.8%
lines	35122	3.9%
united	19323	2.2%
llc	17685	2.0%
eastern	17658	2.0%
Other values (186)	362698	40.5%

Most occurring characters

Value	Count	Frequency (%)
	670923	11.5%
i	553239	9.5%
e	484905	8.3%
r	442735	7.6%
n	418640	7.2%
t	306707	5.3%
s	303263	5.2%
A	290606	5.0%
a	249742	4.3%
l	222535	3.8%
Other values (49)	1890522	32.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5833817	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	670923	11.5%
i	553239	9.5%
e	484905	8.3%
r	442735	7.6%
n	418640	7.2%
t	306707	5.3%
s	303263	5.2%
A	290606	5.0%
a	249742	4.3%
l	222535	3.8%
Other values (49)	1890522	32.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5833817	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	670923	11.5%
i	553239	9.5%
e	484905	8.3%
r	442735	7.6%
n	418640	7.2%
t	306707	5.3%
s	303263	5.2%
A	290606	5.0%
a	249742	4.3%
l	222535	3.8%
Other values (49)	1890522	32.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5833817	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	670923	11.5%
i	553239	9.5%
e	484905	8.3%
r	442735	7.6%
n	418640	7.2%
t	306707	5.3%
s	303263	5.2%
A	290606	5.0%
a	249742	4.3%
l	222535	3.8%
Other values (49)	1890522	32.4%

CARRIER_GROUP_NEW
Real number (ℝ)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0164444

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	3
Q3	3
95-th percentile	6
Maximum	9
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.0863222
Coefficient of variation (CV)	0.36013334
Kurtosis	1.8928286
Mean	3.0164444
Median Absolute Deviation (MAD)	0
Skewness	1.0411301
Sum	738869
Variance	1.1800959
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	156594	63.9%
2	41745	17.0%
5	17962	7.3%
1	14715	6.0%
6	12449	5.1%
4	1392	0.6%
9	90	< 0.1%

Value	Count	Frequency (%)
1	14715	6.0%
2	41745	17.0%
3	156594	63.9%
4	1392	0.6%
5	17962	7.3%
6	12449	5.1%
9	90	< 0.1%

Value	Count	Frequency (%)
9	90	< 0.1%
6	12449	5.1%
5	17962	7.3%
4	1392	0.6%
3	156594	63.9%
2	41745	17.0%
1	14715	6.0%

ORIGIN_AIRPORT_ID
Real number (ℝ)

Distinct	1361
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12782.168

Minimum	10001
Maximum	16942
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	10001
5-th percentile	10397
Q1	11292
median	12892
Q3	14107
95-th percentile	15167
Maximum	16942
Range	6941
Interquartile range (IQR)	2815

Descriptive statistics

Standard deviation	1592.1095
Coefficient of variation (CV)	0.12455708
Kurtosis	-1.2297215
Mean	12782.168
Median Absolute Deviation (MAD)	1459
Skewness	0.024466697
Sum	3.1309536 × 10⁹
Variance	2534812.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13930	6986	2.9%
11292	5579	2.3%
11298	4423	1.8%
10397	4362	1.8%
12892	4242	1.7%
12889	3904	1.6%
12266	3738	1.5%
14107	3718	1.5%
11057	3676	1.5%
13487	3481	1.4%
Other values (1351)	200838	82.0%

Value	Count	Frequency (%)
10001	3	< 0.1%
10005	1	< 0.1%
10006	14	< 0.1%
10009	9	< 0.1%
10010	4	< 0.1%
10011	22	< 0.1%
10014	7	< 0.1%
10015	1	< 0.1%
10016	8	< 0.1%
10017	4	< 0.1%

Value	Count	Frequency (%)
16942	1	< 0.1%
16941	2	< 0.1%
16940	1	< 0.1%
16938	1	< 0.1%
16936	2	< 0.1%
16935	2	< 0.1%
16934	11	< 0.1%
16929	5	< 0.1%
16927	2	< 0.1%
16926	1	< 0.1%

ORIGIN
Text

Distinct	1361
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	12.1 MiB

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	734841
Distinct characters	36
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	215 ?
Unique (%)	0.1%

Sample

1st row	ONT
2nd row	ONT
3rd row	ONT
4th row	ONT
5th row	ONT

Value	Count	Frequency (%)
ord	6986	2.9%
den	5579	2.3%
dfw	4423	1.8%
atl	4362	1.8%
lax	4242	1.7%
las	3904	1.6%
iah	3738	1.5%
phx	3718	1.5%
clt	3676	1.5%
msp	3481	1.4%
Other values (1351)	200838	82.0%

Most occurring characters

Value	Count	Frequency (%)
A	71407	9.7%
S	58587	8.0%
L	51548	7.0%
D	47465	6.5%
M	38339	5.2%
C	37824	5.1%
T	37614	5.1%
P	34086	4.6%
O	34040	4.6%
I	31989	4.4%
Other values (26)	291942	39.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	734841	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	71407	9.7%
S	58587	8.0%
L	51548	7.0%
D	47465	6.5%
M	38339	5.2%
C	37824	5.1%
T	37614	5.1%
P	34086	4.6%
O	34040	4.6%
I	31989	4.4%
Other values (26)	291942	39.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	734841	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	71407	9.7%
S	58587	8.0%
L	51548	7.0%
D	47465	6.5%
M	38339	5.2%
C	37824	5.1%
T	37614	5.1%
P	34086	4.6%
O	34040	4.6%
I	31989	4.4%
Other values (26)	291942	39.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	734841	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	71407	9.7%
S	58587	8.0%
L	51548	7.0%
D	47465	6.5%
M	38339	5.2%
C	37824	5.1%
T	37614	5.1%
P	34086	4.6%
O	34040	4.6%
I	31989	4.4%
Other values (26)	291942	39.7%

ORIGIN_CITY_NAME
Text

Distinct	1229
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	14.5 MiB

Length

Max length	34
Median length	28
Mean length	13.204987
Min length	7

Characters and Unicode

Total characters	3234522
Distinct characters	59
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	186 ?
Unique (%)	0.1%

Sample

1st row	Ontario, CA
2nd row	Ontario, CA
3rd row	Ontario, CA
4th row	Ontario, CA
5th row	Ontario, CA

Value	Count	Frequency (%)
ca	22789	4.0%
fl	22643	4.0%
ak	21645	3.8%
tx	20465	3.6%
il	10120	1.8%
ny	9197	1.6%
san	9104	1.6%
chicago	8539	1.5%
city	8114	1.4%
co	7680	1.4%
Other values (1265)	422980	75.1%

Most occurring characters

Value	Count	Frequency (%)
	318329	9.8%
,	244947	7.6%
a	240340	7.4%
e	173057	5.4%
o	170134	5.3%
n	164048	5.1%
i	142655	4.4%
l	137041	4.2%
t	133507	4.1%
r	114687	3.5%
Other values (49)	1395777	43.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3234522	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	318329	9.8%
,	244947	7.6%
a	240340	7.4%
e	173057	5.4%
o	170134	5.3%
n	164048	5.1%
i	142655	4.4%
l	137041	4.2%
t	133507	4.1%
r	114687	3.5%
Other values (49)	1395777	43.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3234522	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	318329	9.8%
,	244947	7.6%
a	240340	7.4%
e	173057	5.4%
o	170134	5.3%
n	164048	5.1%
i	142655	4.4%
l	137041	4.2%
t	133507	4.1%
r	114687	3.5%
Other values (49)	1395777	43.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3234522	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	318329	9.8%
,	244947	7.6%
a	240340	7.4%
e	173057	5.4%
o	170134	5.3%
n	164048	5.1%
i	142655	4.4%
l	137041	4.2%
t	133507	4.1%
r	114687	3.5%
Other values (49)	1395777	43.2%

ORIGIN_STATE_ABR
Text

Distinct	53
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.9 MiB

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	489894
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CA
2nd row	CA
3rd row	CA
4th row	CA
5th row	CA

Value	Count	Frequency (%)
ca	22789	9.3%
fl	22643	9.2%
ak	21645	8.8%
tx	20465	8.4%
il	10120	4.1%
ny	9197	3.8%
co	7680	3.1%
va	7501	3.1%
nc	7294	3.0%
pa	6534	2.7%
Other values (43)	109079	44.5%

Most occurring characters

Value	Count	Frequency (%)
A	87460	17.9%
N	44362	9.1%
C	42453	8.7%
L	36847	7.5%
T	34494	7.0%
K	29678	6.1%
I	28332	5.8%
M	25066	5.1%
F	22643	4.6%
O	21292	4.3%
Other values (14)	117267	23.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	489894	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	87460	17.9%
N	44362	9.1%
C	42453	8.7%
L	36847	7.5%
T	34494	7.0%
K	29678	6.1%
I	28332	5.8%
M	25066	5.1%
F	22643	4.6%
O	21292	4.3%
Other values (14)	117267	23.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	489894	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	87460	17.9%
N	44362	9.1%
C	42453	8.7%
L	36847	7.5%
T	34494	7.0%
K	29678	6.1%
I	28332	5.8%
M	25066	5.1%
F	22643	4.6%
O	21292	4.3%
Other values (14)	117267	23.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	489894	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	87460	17.9%
N	44362	9.1%
C	42453	8.7%
L	36847	7.5%
T	34494	7.0%
K	29678	6.1%
I	28332	5.8%
M	25066	5.1%
F	22643	4.6%
O	21292	4.3%
Other values (14)	117267	23.9%

ORIGIN_STATE_NM
Text

Distinct	53
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

Length

Max length	46
Median length	14
Mean length	8.1184419
Min length	4

Characters and Unicode

Total characters	1988588
Distinct characters	47
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	California
2nd row	California
3rd row	California
4th row	California
5th row	California

Value	Count	Frequency (%)
california	22789	8.2%
florida	22643	8.1%
alaska	21645	7.8%
texas	20465	7.3%
new	15948	5.7%
carolina	10658	3.8%
illinois	10120	3.6%
york	9197	3.3%
north	8183	2.9%
virginia	7916	2.8%
Other values (52)	129638	46.4%

Most occurring characters

Value	Count	Frequency (%)
a	283034	14.2%
i	208969	10.5%
o	167353	8.4%
n	153898	7.7%
s	134335	6.8%
r	123285	6.2%
l	119289	6.0%
e	116412	5.9%
t	48153	2.4%
d	45145	2.3%
Other values (37)	588715	29.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1988588	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	283034	14.2%
i	208969	10.5%
o	167353	8.4%
n	153898	7.7%
s	134335	6.8%
r	123285	6.2%
l	119289	6.0%
e	116412	5.9%
t	48153	2.4%
d	45145	2.3%
Other values (37)	588715	29.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1988588	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	283034	14.2%
i	208969	10.5%
o	167353	8.4%
n	153898	7.7%
s	134335	6.8%
r	123285	6.2%
l	119289	6.0%
e	116412	5.9%
t	48153	2.4%
d	45145	2.3%
Other values (37)	588715	29.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1988588	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	283034	14.2%
i	208969	10.5%
o	167353	8.4%
n	153898	7.7%
s	134335	6.8%
r	123285	6.2%
l	119289	6.0%
e	116412	5.9%
t	48153	2.4%
d	45145	2.3%
Other values (37)	588715	29.6%

DEST_AIRPORT_ID
Real number (ℝ)

Distinct	1374
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12790.298

Minimum	10001
Maximum	16942
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	10001
5-th percentile	10397
Q1	11292
median	12892
Q3	14107
95-th percentile	15167
Maximum	16942
Range	6941
Interquartile range (IQR)	2815

Descriptive statistics

Standard deviation	1594.2714
Coefficient of variation (CV)	0.12464693
Kurtosis	-1.2252065
Mean	12790.298
Median Absolute Deviation (MAD)	1459
Skewness	0.022586755
Sum	3.1329452 × 10⁹
Variance	2541701.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13930	7030	2.9%
11292	5569	2.3%
11298	4529	1.8%
10397	4407	1.8%
12892	4240	1.7%
12889	3857	1.6%
12266	3788	1.5%
14107	3781	1.5%
11057	3648	1.5%
14100	3455	1.4%
Other values (1364)	200643	81.9%

Value	Count	Frequency (%)
10001	3	< 0.1%
10005	1	< 0.1%
10006	12	< 0.1%
10009	9	< 0.1%
10010	3	< 0.1%
10011	38	< 0.1%
10014	8	< 0.1%
10016	7	< 0.1%
10017	4	< 0.1%
10030	1	< 0.1%

Value	Count	Frequency (%)
16942	1	< 0.1%
16941	2	< 0.1%
16940	1	< 0.1%
16938	1	< 0.1%
16937	1	< 0.1%
16936	2	< 0.1%
16935	2	< 0.1%
16934	13	< 0.1%
16929	5	< 0.1%
16927	1	< 0.1%

DEST
Text

Distinct	1374
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	12.1 MiB

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	734841
Distinct characters	36
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	208 ?
Unique (%)	0.1%

Sample

1st row	PVD
2nd row	PIT
3rd row	LAN
4th row	DFW
5th row	BDL

Value	Count	Frequency (%)
ord	7030	2.9%
den	5569	2.3%
dfw	4529	1.8%
atl	4407	1.8%
lax	4240	1.7%
las	3857	1.6%
iah	3788	1.5%
phx	3781	1.5%
clt	3648	1.5%
phl	3455	1.4%
Other values (1364)	200643	81.9%

Most occurring characters

Value	Count	Frequency (%)
A	71016	9.7%
S	58466	8.0%
L	51680	7.0%
D	47502	6.5%
M	38272	5.2%
C	38045	5.2%
T	37317	5.1%
O	34178	4.7%
P	34018	4.6%
N	31510	4.3%
Other values (26)	292837	39.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	734841	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	71016	9.7%
S	58466	8.0%
L	51680	7.0%
D	47502	6.5%
M	38272	5.2%
C	38045	5.2%
T	37317	5.1%
O	34178	4.7%
P	34018	4.6%
N	31510	4.3%
Other values (26)	292837	39.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	734841	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	71016	9.7%
S	58466	8.0%
L	51680	7.0%
D	47502	6.5%
M	38272	5.2%
C	38045	5.2%
T	37317	5.1%
O	34178	4.7%
P	34018	4.6%
N	31510	4.3%
Other values (26)	292837	39.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	734841	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	71016	9.7%
S	58466	8.0%
L	51680	7.0%
D	47502	6.5%
M	38272	5.2%
C	38045	5.2%
T	37317	5.1%
O	34178	4.7%
P	34018	4.6%
N	31510	4.3%
Other values (26)	292837	39.9%

DEST_CITY_NAME
Text

Distinct	1245
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	14.5 MiB

Length

Max length	34
Median length	28
Mean length	13.208261
Min length	7

Characters and Unicode

Total characters	3235324
Distinct characters	59
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	181 ?
Unique (%)	0.1%

Sample

1st row	Providence, RI
2nd row	Pittsburgh, PA
3rd row	Lansing, MI
4th row	Dallas/Fort Worth, TX
5th row	Hartford, CT

Value	Count	Frequency (%)
ca	23129	4.1%
fl	22240	3.9%
ak	21571	3.8%
tx	20627	3.7%
il	10251	1.8%
ny	9161	1.6%
san	9108	1.6%
chicago	8595	1.5%
city	8153	1.4%
co	7787	1.4%
Other values (1278)	422797	75.0%

Most occurring characters

Value	Count	Frequency (%)
	318472	9.8%
,	244947	7.6%
a	240046	7.4%
e	171970	5.3%
o	170340	5.3%
n	164527	5.1%
i	143643	4.4%
l	136989	4.2%
t	133489	4.1%
r	114974	3.6%
Other values (49)	1395927	43.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3235324	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	318472	9.8%
,	244947	7.6%
a	240046	7.4%
e	171970	5.3%
o	170340	5.3%
n	164527	5.1%
i	143643	4.4%
l	136989	4.2%
t	133489	4.1%
r	114974	3.6%
Other values (49)	1395927	43.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3235324	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	318472	9.8%
,	244947	7.6%
a	240046	7.4%
e	171970	5.3%
o	170340	5.3%
n	164527	5.1%
i	143643	4.4%
l	136989	4.2%
t	133489	4.1%
r	114974	3.6%
Other values (49)	1395927	43.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3235324	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	318472	9.8%
,	244947	7.6%
a	240046	7.4%
e	171970	5.3%
o	170340	5.3%
n	164527	5.1%
i	143643	4.4%
l	136989	4.2%
t	133489	4.1%
r	114974	3.6%
Other values (49)	1395927	43.1%

DEST_STATE_ABR
Text

Distinct	53
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.9 MiB

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	489894
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	RI
2nd row	PA
3rd row	MI
4th row	TX
5th row	CT

Value	Count	Frequency (%)
ca	23129	9.4%
fl	22240	9.1%
ak	21571	8.8%
tx	20627	8.4%
il	10251	4.2%
ny	9161	3.7%
co	7787	3.2%
va	7417	3.0%
nc	7209	2.9%
pa	6651	2.7%
Other values (43)	108904	44.5%

Most occurring characters

Value	Count	Frequency (%)
A	87690	17.9%
N	44318	9.0%
C	42790	8.7%
L	36692	7.5%
T	34753	7.1%
K	29800	6.1%
I	28284	5.8%
M	24594	5.0%
F	22240	4.5%
O	21520	4.4%
Other values (14)	117213	23.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	489894	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	87690	17.9%
N	44318	9.0%
C	42790	8.7%
L	36692	7.5%
T	34753	7.1%
K	29800	6.1%
I	28284	5.8%
M	24594	5.0%
F	22240	4.5%
O	21520	4.4%
Other values (14)	117213	23.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	489894	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	87690	17.9%
N	44318	9.0%
C	42790	8.7%
L	36692	7.5%
T	34753	7.1%
K	29800	6.1%
I	28284	5.8%
M	24594	5.0%
F	22240	4.5%
O	21520	4.4%
Other values (14)	117213	23.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	489894	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	87690	17.9%
N	44318	9.0%
C	42790	8.7%
L	36692	7.5%
T	34753	7.1%
K	29800	6.1%
I	28284	5.8%
M	24594	5.0%
F	22240	4.5%
O	21520	4.4%
Other values (14)	117213	23.9%

DEST_STATE_NM
Text

Distinct	53
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

Length

Max length	46
Median length	14
Mean length	8.1179031
Min length	4

Characters and Unicode

Total characters	1988456
Distinct characters	47
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Rhode Island
2nd row	Pennsylvania
3rd row	Michigan
4th row	Texas
5th row	Connecticut

Value	Count	Frequency (%)
california	23129	8.3%
florida	22240	8.0%
alaska	21571	7.7%
texas	20627	7.4%
new	15859	5.7%
carolina	10604	3.8%
illinois	10251	3.7%
york	9161	3.3%
north	8065	2.9%
virginia	7847	2.8%
Other values (52)	129649	46.5%

Most occurring characters

Value	Count	Frequency (%)
a	282795	14.2%
i	208759	10.5%
o	167152	8.4%
n	154302	7.8%
s	134524	6.8%
r	123195	6.2%
l	119573	6.0%
e	117224	5.9%
t	47615	2.4%
d	44933	2.3%
Other values (37)	588384	29.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1988456	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	282795	14.2%
i	208759	10.5%
o	167152	8.4%
n	154302	7.8%
s	134524	6.8%
r	123195	6.2%
l	119573	6.0%
e	117224	5.9%
t	47615	2.4%
d	44933	2.3%
Other values (37)	588384	29.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1988456	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	282795	14.2%
i	208759	10.5%
o	167152	8.4%
n	154302	7.8%
s	134524	6.8%
r	123195	6.2%
l	119573	6.0%
e	117224	5.9%
t	47615	2.4%
d	44933	2.3%
Other values (37)	588384	29.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1988456	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	282795	14.2%
i	208759	10.5%
o	167152	8.4%
n	154302	7.8%
s	134524	6.8%
r	123195	6.2%
l	119573	6.0%
e	117224	5.9%
t	47615	2.4%
d	44933	2.3%
Other values (37)	588384	29.6%

YEAR
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.4 MiB

2021	244947

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	979788
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2021
2nd row	2021
3rd row	2021
4th row	2021
5th row	2021

Common Values

Value	Count	Frequency (%)
2021	244947	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2021	244947	100.0%

Most occurring characters

Value	Count	Frequency (%)
2	489894	50.0%
0	244947	25.0%
1	244947	25.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	979788	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	489894	50.0%
0	244947	25.0%
1	244947	25.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	979788	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	489894	50.0%
0	244947	25.0%
1	244947	25.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	979788	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	489894	50.0%
0	244947	25.0%
1	244947	25.0%

QUARTER
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.7 MiB

4	68046
3	65648
2	59855
1	51398

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	244947
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	4
5th row	4

Common Values

Value	Count	Frequency (%)
4	68046	27.8%
3	65648	26.8%
2	59855	24.4%
1	51398	21.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	68046	27.8%
3	65648	26.8%
2	59855	24.4%
1	51398	21.0%

Most occurring characters

Value	Count	Frequency (%)
4	68046	27.8%
3	65648	26.8%
2	59855	24.4%
1	51398	21.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	244947	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
4	68046	27.8%
3	65648	26.8%
2	59855	24.4%
1	51398	21.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	244947	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
4	68046	27.8%
3	65648	26.8%
2	59855	24.4%
1	51398	21.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	244947	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
4	68046	27.8%
3	65648	26.8%
2	59855	24.4%
1	51398	21.0%

MONTH
Real number (ℝ)

High correlation

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.8613292

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.3905954
Coefficient of variation (CV)	0.49416014
Kurtosis	-1.1478747
Mean	6.8613292
Median Absolute Deviation (MAD)	3
Skewness	-0.13468341
Sum	1680662
Variance	11.496137
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
11	22834	9.3%
12	22636	9.2%
10	22576	9.2%
9	22089	9.0%
6	22030	9.0%
7	21800	8.9%
8	21759	8.9%
5	19291	7.9%
4	18534	7.6%
3	18383	7.5%
Other values (2)	33015	13.5%

Value	Count	Frequency (%)
1	17327	7.1%
2	15688	6.4%
3	18383	7.5%
4	18534	7.6%
5	19291	7.9%
6	22030	9.0%
7	21800	8.9%
8	21759	8.9%
9	22089	9.0%
10	22576	9.2%

Value	Count	Frequency (%)
12	22636	9.2%
11	22834	9.3%
10	22576	9.2%
9	22089	9.0%
8	21759	8.9%
7	21800	8.9%
6	22030	9.0%
5	19291	7.9%
4	18534	7.6%
3	18383	7.5%

	CARRIER_GROUP_NEW	DEST_AIRPORT_ID	DISTANCE	FREIGHT	MAIL	MONTH	ORIGIN_AIRPORT_ID	PASSENGERS	QUARTER
CARRIER_GROUP_NEW	1.000	0.009	-0.173	0.100	0.159	0.006	0.007	-0.019	0.030
DEST_AIRPORT_ID	0.009	1.000	0.053	0.005	0.001	-0.002	0.022	-0.029	0.013
DISTANCE	-0.173	0.053	1.000	0.037	0.036	0.020	0.056	0.182	0.012
FREIGHT	0.100	0.005	0.037	1.000	0.406	-0.027	-0.021	-0.069	0.001
MAIL	0.159	0.001	0.036	0.406	1.000	-0.023	-0.002	0.191	0.002
MONTH	0.006	-0.002	0.020	-0.027	-0.023	1.000	-0.001	0.035	1.000
ORIGIN_AIRPORT_ID	0.007	0.022	0.056	-0.021	-0.002	-0.001	1.000	-0.023	0.013
PASSENGERS	-0.019	-0.029	0.182	-0.069	0.191	0.035	-0.023	1.000	0.036
QUARTER	0.030	0.013	0.012	0.001	0.002	1.000	0.013	0.036	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	FREIGHT	MAIL	DISTANCE	UNIQUE_CARRIER	UNIQUE_CARRIER_NAME	CARRIER	CARRIER_NAME	CARRIER_GROUP_NEW	ORIGIN_AIRPORT_ID	ORIGIN	ORIGIN_CITY_NAME	ORIGIN_STATE_ABR	ORIGIN_STATE_NM	DEST_AIRPORT_ID	DEST	DEST_CITY_NAME	DEST_STATE_ABR	DEST_STATE_NM	YEAR	QUARTER	MONTH
0	303913.0	0.0	2547.0	5X	United Parcel Service	5X	United Parcel Service	3	13891	ONT	Ontario, CA	CA	California	14307	PVD	Providence, RI	RI	Rhode Island	2021	4	11
1	47738.0	0.0	2090.0	5X	United Parcel Service	5X	United Parcel Service	3	13891	ONT	Ontario, CA	CA	California	14122	PIT	Pittsburgh, PA	PA	Pennsylvania	2021	4	11
2	99406.0	0.0	1876.0	5X	United Parcel Service	5X	United Parcel Service	3	13891	ONT	Ontario, CA	CA	California	12884	LAN	Lansing, MI	MI	Michigan	2021	4	11
3	1223074.0	0.0	1188.0	5X	United Parcel Service	5X	United Parcel Service	3	13891	ONT	Ontario, CA	CA	California	11298	DFW	Dallas/Fort Worth, TX	TX	Texas	2021	4	11
4	475548.0	136603.0	2482.0	5X	United Parcel Service	5X	United Parcel Service	3	13891	ONT	Ontario, CA	CA	California	10529	BDL	Hartford, CT	CT	Connecticut	2021	4	11
5	152078.0	27237.0	1900.0	5X	United Parcel Service	5X	United Parcel Service	3	13891	ONT	Ontario, CA	CA	California	10397	ATL	Atlanta, GA	GA	Georgia	2021	4	11
6	32432.0	0.0	47.0	5X	United Parcel Service	5X	United Parcel Service	3	13891	ONT	Ontario, CA	CA	California	12892	LAX	Los Angeles, CA	CA	California	2021	4	11
7	92000.0	0.0	2297.0	5X	United Parcel Service	5X	United Parcel Service	3	13891	ONT	Ontario, CA	CA	California	11697	FLL	Fort Lauderdale, FL	FL	Florida	2021	4	11
8	2056363.0	4331.0	325.0	5X	United Parcel Service	5X	United Parcel Service	3	13891	ONT	Ontario, CA	CA	California	14107	PHX	Phoenix, AZ	AZ	Arizona	2021	4	11
9	2312994.0	33496.0	2360.0	5X	United Parcel Service	5X	United Parcel Service	3	13891	ONT	Ontario, CA	CA	California	10299	ANC	Anchorage, AK	AK	Alaska	2021	4	11

	PASSENGERS	FREIGHT	MAIL	DISTANCE	UNIQUE_CARRIER	UNIQUE_CARRIER_NAME	CARRIER	CARRIER_NAME	CARRIER_GROUP_NEW	ORIGIN_AIRPORT_ID	ORIGIN	ORIGIN_CITY_NAME	ORIGIN_STATE_ABR	ORIGIN_STATE_NM	DEST_AIRPORT_ID	DEST	DEST_CITY_NAME	DEST_STATE_ABR	DEST_STATE_NM	YEAR	QUARTER	MONTH
244937	71872.0	108447.0	131.0	404.0	DL	Delta Air Lines Inc.	DL	Delta Air Lines Inc.	3	13204	MCO	Orlando, FL	FL	Florida	10397	ATL	Atlanta, GA	GA	Georgia	2021	3	7
244938	71996.0	1026752.0	36439.0	1235.0	AA	American Airlines Inc.	AA	American Airlines Inc.	3	12892	LAX	Los Angeles, CA	CA	California	11298	DFW	Dallas/Fort Worth, TX	TX	Texas	2021	2	6
244939	72477.0	87405.0	15882.0	404.0	DL	Delta Air Lines Inc.	DL	Delta Air Lines Inc.	3	10397	ATL	Atlanta, GA	GA	Georgia	13204	MCO	Orlando, FL	FL	Florida	2021	4	11
244940	72508.0	68250.0	118.0	404.0	DL	Delta Air Lines Inc.	DL	Delta Air Lines Inc.	3	13204	MCO	Orlando, FL	FL	Florida	10397	ATL	Atlanta, GA	GA	Georgia	2021	4	11
244941	74310.0	1263983.0	208731.0	1235.0	AA	American Airlines Inc.	AA	American Airlines Inc.	3	12892	LAX	Los Angeles, CA	CA	California	11298	DFW	Dallas/Fort Worth, TX	TX	Texas	2021	4	12
244942	77227.0	1219601.0	58268.0	1235.0	AA	American Airlines Inc.	AA	American Airlines Inc.	3	12892	LAX	Los Angeles, CA	CA	California	11298	DFW	Dallas/Fort Worth, TX	TX	Texas	2021	3	7
244943	77370.0	1195164.0	57767.0	1235.0	AA	American Airlines Inc.	AA	American Airlines Inc.	3	11298	DFW	Dallas/Fort Worth, TX	TX	Texas	12892	LAX	Los Angeles, CA	CA	California	2021	3	7
244944	77550.0	83738.0	2814.0	404.0	DL	Delta Air Lines Inc.	DL	Delta Air Lines Inc.	3	13204	MCO	Orlando, FL	FL	Florida	10397	ATL	Atlanta, GA	GA	Georgia	2021	4	12
244945	77656.0	1273706.0	181938.0	1235.0	AA	American Airlines Inc.	AA	American Airlines Inc.	3	11298	DFW	Dallas/Fort Worth, TX	TX	Texas	12892	LAX	Los Angeles, CA	CA	California	2021	4	12
244946	80604.0	68493.0	12730.0	404.0	DL	Delta Air Lines Inc.	DL	Delta Air Lines Inc.	3	10397	ATL	Atlanta, GA	GA	Georgia	13204	MCO	Orlando, FL	FL	Florida	2021	4	12

Most frequently occurring

	DISTANCE	UNIQUE_CARRIER	UNIQUE_CARRIER_NAME	CARRIER	CARRIER_NAME	CARRIER_GROUP_NEW	ORIGIN_AIRPORT_ID	ORIGIN	ORIGIN_CITY_NAME	ORIGIN_STATE_ABR	ORIGIN_STATE_NM	DEST_AIRPORT_ID	DEST	DEST_CITY_NAME	DEST_STATE_ABR	DEST_STATE_NM	YEAR	QUARTER	MONTH	# duplicates
11	63.0	UA	United Air Lines Inc.	UA	United Air Lines Inc.	3	14512	RFD	Rockford, IL	IL	Illinois	13930	ORD	Chicago, IL	IL	Illinois	2021	3	8	3
0	0.0	2O	Island Air Service	2O	Island Air Service	5	10170	ADQ	Kodiak, AK	AK	Alaska	10170	ADQ	Kodiak, AK	AK	Alaska	2021	2	6	2
1	0.0	5Y	Atlas Air Inc.	5Y	Atlas Air Inc.	3	10821	BWI	Baltimore, MD	MD	Maryland	10821	BWI	Baltimore, MD	MD	Maryland	2021	1	2	2
2	0.0	5Y	Atlas Air Inc.	5Y	Atlas Air Inc.	3	13788	VQQ	Jacksonville, FL	FL	Florida	13788	VQQ	Jacksonville, FL	FL	Florida	2021	2	6	2
3	11.0	UA	United Air Lines Inc.	UA	United Air Lines Inc.	3	13796	OAK	Oakland, CA	CA	California	14771	SFO	San Francisco, CA	CA	California	2021	1	1	2
4	23.0	V8	Iliamna Air Taxi	V8	Iliamna Air Taxi	5	12748	KNK	Kokhanok, AK	AK	Alaska	12321	ILI	Iliamna, AK	AK	Alaska	2021	4	11	2
5	28.0	V8	Iliamna Air Taxi	V8	Iliamna Air Taxi	5	14046	PDB	Pedro Bay, AK	AK	Alaska	12321	ILI	Iliamna, AK	AK	Alaska	2021	3	7	2
6	37.0	V8	Iliamna Air Taxi	V8	Iliamna Air Taxi	5	12321	ILI	Iliamna, AK	AK	Alaska	14268	PTA	Port Alsworth, AK	AK	Alaska	2021	1	1	2
7	37.0	V8	Iliamna Air Taxi	V8	Iliamna Air Taxi	5	14268	PTA	Port Alsworth, AK	AK	Alaska	12321	ILI	Iliamna, AK	AK	Alaska	2021	3	9	2
8	37.0	V8	Iliamna Air Taxi	V8	Iliamna Air Taxi	5	14268	PTA	Port Alsworth, AK	AK	Alaska	12321	ILI	Iliamna, AK	AK	Alaska	2021	4	10	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks